ACM Transactions on Architecture and Code Optimization

Scope & Guideline

Driving the Future of Hardware and Software Optimization

Introduction

Welcome to your portal for understanding ACM Transactions on Architecture and Code Optimization, featuring guidelines for its aims and scope. Our guidelines cover trending and emerging topics, identifying the forefront of research. Additionally, we track declining topics, offering insights into areas experiencing reduced scholarly attention. Key highlights include highly cited topics and recently published papers, curated within these guidelines to assist you in navigating influential academic dialogues.
LanguageEnglish
ISSN1544-3566
PublisherASSOC COMPUTING MACHINERY
Support Open AccessNo
CountryUnited States
TypeJournal
Convergefrom 2004 to 2024
AbbreviationACM T ARCHIT CODE OP / ACM Trans. Archit. Code Optim.
Frequency4 issues/year
Time To First Decision-
Time To Acceptance-
Acceptance Rate-
Home Page-
Address1601 Broadway, 10th Floor, NEW YORK, NY 10019-7434

Aims and Scopes

ACM Transactions on Architecture and Code Optimization focuses on advancing the fields of computer architecture and code optimization through innovative methodologies and research. The journal serves as a platform for disseminating cutting-edge findings that enhance the performance, efficiency, and reliability of computing systems.
  1. Computer Architecture Innovations:
    The journal emphasizes research that explores novel architectural designs, including hardware accelerators, memory systems, and heterogeneous computing environments.
  2. Code Optimization Techniques:
    Research focusing on methodologies for optimizing code performance, including compiler optimizations, runtime adaptations, and algorithmic enhancements.
  3. Performance Modeling and Analysis:
    Studies that involve performance modeling, benchmarking, and analytical techniques to evaluate and predict the behavior of systems under various workloads.
  4. Energy-Efficient Computing:
    Contributions that address energy efficiency in computing systems, highlighting techniques for power management, low-power design, and energy-aware architectures.
  5. Reliability and Security in Computing Systems:
    Research that investigates reliability issues, fault tolerance, and security vulnerabilities in architectures and code, proposing solutions to enhance system robustness.
  6. Applications of Emerging Technologies:
    Exploration of how emerging technologies such as quantum computing, neuromorphic computing, and machine learning can be integrated into architectural designs.
The journal has recently observed a shift towards several innovative and relevant themes that reflect the current trends in computing. These emerging scopes highlight the direction of future research and development in architecture and optimization.
  1. Heterogeneous Computing Architectures:
    There is a growing focus on architectures that integrate various processing units, such as CPUs, GPUs, and FPGAs, to enhance performance for diverse workloads.
  2. Machine Learning and AI Accelerators:
    Research on dedicated hardware and optimization techniques for machine learning algorithms, particularly deep learning, is rapidly increasing, indicating a trend towards AI-centric architectures.
  3. Near-Memory and In-Memory Computing:
    Emerging studies on near-memory computing paradigms that reduce data movement and enhance performance for memory-intensive applications are gaining prominence.
  4. Quantum Computing Architectures:
    With advancements in quantum technologies, research into quantum computing architectures and their optimization is becoming increasingly significant within the journal.
  5. Energy-efficient Machine Learning:
    The journal is seeing a rise in papers focusing on energy-efficient approaches to machine learning, particularly for deployment in resource-constrained environments such as edge computing.

Declining or Waning

While ACM Transactions on Architecture and Code Optimization continues to thrive in its core areas, certain themes have seen a decline in focus over recent years. The following areas are less prominent in the current research landscape of the journal.
  1. Traditional Memory Management Techniques:
    Research on conventional memory management strategies has decreased as newer approaches focusing on near-memory computing and heterogeneous architectures gain traction.
  2. General-purpose Processor Optimization:
    There is a waning interest in optimizing traditional general-purpose processors as the focus shifts towards specialized accelerators and domain-specific architectures.
  3. Static Analysis for Performance Tuning:
    Static analysis methods for performance tuning are becoming less frequent as dynamic and adaptive methods are preferred for their flexibility and real-time applicability.
  4. Software-based Fault Tolerance:
    Studies emphasizing software-based approaches to fault tolerance are declining as hardware solutions and architectural innovations are prioritized for reliability.
  5. Single-core Optimization Methods:
    Research focusing on optimizations for single-core processors is diminishing, with a greater emphasis on multi-core and many-core systems to leverage parallelism.

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